Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "51"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 51 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 40 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 38 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 51, Node N03:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459855 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 38.484088 2.682382 32.490026 1.216078 3.035994 2.659634 7.611310 3.671857 0.0403 0.7309 0.5526 1.140068 2.506430
2459854 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 39.558373 3.070744 25.112140 0.548252 4.113744 1.745831 12.194425 2.004085 0.0429 0.7489 0.5524 1.112758 2.379268
2459853 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459852 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 24.335003 5.314995 35.154569 2.247695 15.028492 2.857292 17.120810 3.137725 0.0451 0.8409 0.4830 1.148202 4.514513
2459851 digital_ok 100.00% 89.15% 0.00% 0.00% 100.00% 0.00% 25.843231 2.780386 35.876608 1.251025 21.220484 0.978896 22.782487 3.692281 0.1200 0.7609 0.4459 1.190593 3.659384
2459850 digital_ok 100.00% 97.66% 0.00% 0.00% 100.00% 0.00% 30.952027 2.737685 31.038196 0.822729 10.134753 1.564473 18.610144 3.482470 0.0717 0.7681 0.4692 1.124559 2.514897
2459849 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 36.038072 3.260774 62.145424 0.490749 7.015431 2.062584 16.681998 5.529135 0.0457 0.7614 0.4850 1.160655 3.356023
2459848 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 32.700189 3.310303 40.656614 0.015642 14.281149 1.247090 13.300799 2.398766 0.0453 0.7604 0.5076 1.190545 2.951385
2459847 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 35.358711 3.439402 37.986957 0.847267 21.770567 2.885305 8.057886 4.368840 0.0361 0.7010 0.4888 1.147040 2.942186
2459846 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 46.100427 3.326902 43.394723 0.450174 21.391674 2.512143 12.280990 2.752928 0.0384 0.6989 0.4390 1.156132 2.862393
2459845 digital_ok 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 39.098269 4.277114 52.687000 -0.492953 191.794377 3.101555 381.776115 8.233860 0.0532 0.7597 0.5047 1.054132 4.884089
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.286074 25.978506 36.644175 19.376715 296.648337 115.131321 241.756403 90.324854 0.0215 0.0221 0.0002 nan nan
2459843 digital_ok 100.00% 100.00% 0.66% 0.00% 100.00% 0.00% 37.249866 4.123398 25.112691 -0.800046 335.236379 2.259519 1099.834408 11.942767 0.0427 0.7608 0.5032 1.210448 3.948356
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 63.222308 47.740049 13.520923 13.483560 12.445347 7.549446 22.438779 15.767540 0.0215 0.0198 0.0014 nan nan
2459839 digital_ok 100.00% - - - - - 16.132517 11.818477 32.205443 32.580060 4.179132 1.465074 27.731166 20.849117 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.306665 2.983365 -0.466693 0.001290 0.137312 2.530931 -0.166060 0.846276 0.7638 0.7174 0.3922 1.123619 0.973138
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0310 0.0317 0.0010 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.107961 1.033424 1.811337 -0.551988 3.241200 4.087965 5.819019 10.177399 0.0309 0.0311 0.0010 nan nan
2459833 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.650057 8.653448 4.191132 3.878386 8.487733 6.679263 16.121548 16.089101 0.0252 0.0241 0.0007 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 2.065912 3.811513 -0.751726 0.252051 -0.228549 2.350991 0.111361 0.979445 0.8112 0.5543 0.5624 1.760596 1.570901
2459831 digital_ok 100.00% 100.00% 100.00% 0.00% - - 16.627645 12.636503 34.817276 35.523997 3.711488 3.050134 21.700761 14.776034 0.0214 0.0200 0.0009 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 2.161605 3.687130 -0.992245 -0.268991 1.339536 0.982120 0.220567 2.203217 0.8107 0.5698 0.5376 1.706730 1.403208
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.354073 5.339917 -0.423978 -0.611432 0.361023 1.751567 1.387081 4.319885 0.7690 0.6835 0.3942 20.661594 18.035679
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 2.110460 2.881711 -0.686740 -0.657673 0.724490 -0.923079 -0.304344 2.850698 0.8069 0.5743 0.5248 1.666283 1.431507
2459827 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.987450 3.515104 -0.694734 -0.569426 0.211722 0.913428 -0.818865 3.070317 0.7715 0.6888 0.3944 1.586087 1.384575
2459826 digital_ok 0.00% 0.00% 0.00% 0.00% 2.63% 0.00% 1.478230 2.684612 -0.715361 -0.405165 2.566452 0.100709 0.491489 1.145510 0.8032 0.5872 0.5054 1.350237 1.030595
2459825 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459824 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.578706 2.272366 -0.212601 0.282034 0.317181 0.619651 0.117799 2.763499 0.7418 0.7492 0.3453 1.729065 1.836192
2459823 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.586236 1.161557 -0.608498 -0.195303 0.089422 1.211805 -0.201392 2.243395 0.7787 0.6625 0.4390 2.130212 2.051685
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.558099 2.270638 -0.778862 -0.554454 1.305058 -0.942390 -0.284045 4.049469 0.8062 0.6223 0.4929 5.067919 4.846087
2459821 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 364.913230 365.141779 inf inf 685.086276 657.557950 1369.585431 1384.492320 nan nan nan 0.000000 0.000000
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.960166 3.641697 -0.810700 -0.659443 1.228890 -0.097778 -0.174457 1.036263 0.7825 0.7093 0.4057 1.621015 1.492087
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.753752 1.835069 -0.876639 -0.782278 1.111293 -0.241855 -0.341777 1.040572 0.8103 0.6715 0.4916 1.850650 1.692432
2459816 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.819192 2.132550 -0.959660 -0.118302 2.117951 0.649659 0.533906 4.909612 0.8041 0.6842 0.4977 3.729318 3.357534
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.995677 6.431999 -0.831876 -0.654601 4.744317 1.524870 1.108258 4.764817 0.8058 0.7563 0.3777 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 51: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape 38.484088 2.682382 38.484088 1.216078 32.490026 2.659634 3.035994 3.671857 7.611310

Antenna 51: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape 39.558373 3.070744 39.558373 0.548252 25.112140 1.745831 4.113744 2.004085 12.194425

Antenna 51: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Power 35.154569 24.335003 5.314995 35.154569 2.247695 15.028492 2.857292 17.120810 3.137725

Antenna 51: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Power 35.876608 25.843231 2.780386 35.876608 1.251025 21.220484 0.978896 22.782487 3.692281

Antenna 51: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Power 31.038196 30.952027 2.737685 31.038196 0.822729 10.134753 1.564473 18.610144 3.482470

Antenna 51: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Power 62.145424 36.038072 3.260774 62.145424 0.490749 7.015431 2.062584 16.681998 5.529135

Antenna 51: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Power 40.656614 3.310303 32.700189 0.015642 40.656614 1.247090 14.281149 2.398766 13.300799

Antenna 51: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Power 37.986957 3.439402 35.358711 0.847267 37.986957 2.885305 21.770567 4.368840 8.057886

Antenna 51: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape 46.100427 46.100427 3.326902 43.394723 0.450174 21.391674 2.512143 12.280990 2.752928

Antenna 51: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 381.776115 4.277114 39.098269 -0.492953 52.687000 3.101555 191.794377 8.233860 381.776115

Antenna 51: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Variability 296.648337 12.286074 25.978506 36.644175 19.376715 296.648337 115.131321 241.756403 90.324854

Antenna 51: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 1099.834408 4.123398 37.249866 -0.800046 25.112691 2.259519 335.236379 11.942767 1099.834408

Antenna 51: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Shape 63.222308 63.222308 47.740049 13.520923 13.483560 12.445347 7.549446 22.438779 15.767540

Antenna 51: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 32.580060 11.818477 16.132517 32.580060 32.205443 1.465074 4.179132 20.849117 27.731166

Antenna 51: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 2.983365 2.983365 1.306665 0.001290 -0.466693 2.530931 0.137312 0.846276 -0.166060

Antenna 51: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Discontinuties 10.177399 1.033424 -0.107961 -0.551988 1.811337 4.087965 3.241200 10.177399 5.819019

Antenna 51: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 16.121548 8.653448 9.650057 3.878386 4.191132 6.679263 8.487733 16.089101 16.121548

Antenna 51: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 3.811513 2.065912 3.811513 -0.751726 0.252051 -0.228549 2.350991 0.111361 0.979445

Antenna 51: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 35.523997 16.627645 12.636503 34.817276 35.523997 3.711488 3.050134 21.700761 14.776034

Antenna 51: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 3.687130 2.161605 3.687130 -0.992245 -0.268991 1.339536 0.982120 0.220567 2.203217

Antenna 51: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 5.339917 5.339917 3.354073 -0.611432 -0.423978 1.751567 0.361023 4.319885 1.387081

Antenna 51: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 2.881711 2.881711 2.110460 -0.657673 -0.686740 -0.923079 0.724490 2.850698 -0.304344

Antenna 51: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 3.515104 1.987450 3.515104 -0.694734 -0.569426 0.211722 0.913428 -0.818865 3.070317

Antenna 51: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 2.684612 2.684612 1.478230 -0.405165 -0.715361 0.100709 2.566452 1.145510 0.491489

Antenna 51: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Discontinuties 2.763499 0.578706 2.272366 -0.212601 0.282034 0.317181 0.619651 0.117799 2.763499

Antenna 51: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Discontinuties 2.243395 1.161557 1.586236 -0.195303 -0.608498 1.211805 0.089422 2.243395 -0.201392

Antenna 51: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Discontinuties 4.049469 1.558099 2.270638 -0.778862 -0.554454 1.305058 -0.942390 -0.284045 4.049469

Antenna 51: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power inf 365.141779 364.913230 inf inf 657.557950 685.086276 1384.492320 1369.585431

Antenna 51: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 3.641697 1.960166 3.641697 -0.810700 -0.659443 1.228890 -0.097778 -0.174457 1.036263

Antenna 51: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 1.835069 0.753752 1.835069 -0.876639 -0.782278 1.111293 -0.241855 -0.341777 1.040572

Antenna 51: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 51: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Temporal Discontinuties 4.909612 2.132550 0.819192 -0.118302 -0.959660 0.649659 2.117951 4.909612 0.533906

Antenna 51: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 51: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Shape 6.431999 6.431999 2.995677 -0.654601 -0.831876 1.524870 4.744317 4.764817 1.108258
In [ ]: